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Brand report · September 2026

Numerated: AI Visibility Report

When buyers ask ChatGPT, Claude, and Gemini about loan origination & lending software, Numerated ranks #12 of 15, a Visibility Score of 7 in Loan Origination & Lending Software .

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees Numerated

One arena, rank 12 of 15, barely in the conversation.

Where it wins. Numerated does earn mentions when buyers frame questions around use-case fit, and an 8.3% mention rate means it surfaces in roughly 1 in 12 lending software queries.

Where it loses. A first-pick rate of 2.8% shows AI models almost never open with Numerated when recommending lending software, and it is entirely absent from budget, enterprise, startup, and head-to-head prompt contexts where TurnKey Lender and Lendio likely dominate.

AI-generated analysis of the September 2026 measurements.

Loan Origination & Lending Software · #12 of 15

7 / 100 flat vs last month

8%

mention rate (72 answers)

3

avg. position

3%

first pick

1%

share of voice

ChatGPT

0

Claude

11

Gemini

9

How the models portray Numerated

Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).

67% 17% 17%

endorsed · 95% band 30–90% listed caveated graded across 6 mentions in Loan Origination & Lending Software answers

Prompt themes Numerated would want to own

Share of each theme's answers that mention Numerated. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

5/9 · #1×2

1/9

0/9

0/9

0/9

0/9

If you could pick one

0/9

Budget & alternatives

0/9

Gaps Best overall · Startup & small team · Enterprise pick · Feature-led ask · If you could pick one · Budget & alternatives

Most co-mentioned competitors

Share of Numerated's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

TurnKey Lender

83%

Lendio

50%

Fundingo

50%

LoanPro

33%

Biz2Credit

17%

Encompass

17%

Scores are measured from real AI answers, refreshed monthly. Methodology.

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